{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "url='/Users/haoxingxiao/Desktop/head.JPG'\n",
    "image = Image.open(url)\n",
    "plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ImagingCore at 0x1175e3b50>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.getdata()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__len__',\n",
       " '__getitem__',\n",
       " 'getpixel',\n",
       " 'putpixel',\n",
       " 'pixel_access',\n",
       " 'color_lut_3d',\n",
       " 'convert',\n",
       " 'convert2',\n",
       " 'convert_matrix',\n",
       " 'convert_transparent',\n",
       " 'copy',\n",
       " 'crop',\n",
       " 'expand',\n",
       " 'filter',\n",
       " 'histogram',\n",
       " 'entropy',\n",
       " 'modefilter',\n",
       " 'offset',\n",
       " 'paste',\n",
       " 'point',\n",
       " 'point_transform',\n",
       " 'putdata',\n",
       " 'quantize',\n",
       " 'rankfilter',\n",
       " 'resize',\n",
       " 'transpose',\n",
       " 'transform2',\n",
       " 'isblock',\n",
       " 'getbbox',\n",
       " 'getcolors',\n",
       " 'getextrema',\n",
       " 'getprojection',\n",
       " 'getband',\n",
       " 'putband',\n",
       " 'split',\n",
       " 'fillband',\n",
       " 'setmode',\n",
       " 'getpalette',\n",
       " 'getpalettemode',\n",
       " 'putpalette',\n",
       " 'putpalettealpha',\n",
       " 'putpalettealphas',\n",
       " 'chop_invert',\n",
       " 'chop_lighter',\n",
       " 'chop_darker',\n",
       " 'chop_difference',\n",
       " 'chop_multiply',\n",
       " 'chop_screen',\n",
       " 'chop_add',\n",
       " 'chop_subtract',\n",
       " 'chop_add_modulo',\n",
       " 'chop_subtract_modulo',\n",
       " 'chop_and',\n",
       " 'chop_or',\n",
       " 'chop_xor',\n",
       " 'gaussian_blur',\n",
       " 'unsharp_mask',\n",
       " 'box_blur',\n",
       " 'effect_spread',\n",
       " 'new_block',\n",
       " 'save_ppm',\n",
       " 'mode',\n",
       " 'size',\n",
       " 'bands',\n",
       " 'id',\n",
       " 'ptr',\n",
       " 'unsafe_ptrs',\n",
       " '__doc__',\n",
       " '__repr__',\n",
       " '__hash__',\n",
       " '__str__',\n",
       " '__getattribute__',\n",
       " '__setattr__',\n",
       " '__delattr__',\n",
       " '__lt__',\n",
       " '__le__',\n",
       " '__eq__',\n",
       " '__ne__',\n",
       " '__gt__',\n",
       " '__ge__',\n",
       " '__init__',\n",
       " '__new__',\n",
       " '__reduce_ex__',\n",
       " '__reduce__',\n",
       " '__subclasshook__',\n",
       " '__init_subclass__',\n",
       " '__format__',\n",
       " '__sizeof__',\n",
       " '__dir__',\n",
       " '__class__']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.getdata().__dir__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1161, 1080)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.getdata().size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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